Intelligence machines, places, and infrastructure at TechEx

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The second day at TechEx North America took the themes of the Physical AI, Embedded Intelligence, IoT Connectivity, Data Center and Digital Transformation: the tracks describing intelligence’s move into machines, buildings, vehicles, factories, and cities.

The Physical AI dealt with the physical AI stack, industrial maintenance, touched on NVIDIA DRIVE, covered governance and identity at the multi-cloud edge, and of course, the robotics stack. The day’s themes also covered workforce ROI and the relationship between world foundation models and vision-language-action models.

Delegates heard how a system that supports maintenance, autonomous driving, or robotics has a narrower margin of error. It must understand context, act under constraint and leave a usable evidence trail. The IBM stand and presence described AI-driven industrial maintenance and world models that point to their operational setting. Predictive maintenance has been discussed for years, but physical AI raises the expectation that models will understand equipment, environment and...

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